I know the feeling. When I told my dad that I like to think myself as a boy. Because sometimes I forget Im a girl till recently. He said the same thing.
Its tough when your parents dont agree with you. Be yourself, thats what the tell you right? Then they get mad at you. Ignore them.
Be yourself if it really makes you happy.